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Author:

Li, Feixiang (Li, Feixiang.) | Xu, Xiaobin (Xu, Xiaobin.) | Yao, Haipeng (Yao, Haipeng.) | Wang, Jingjing (Wang, Jingjing.) | Jiang, Chunxiao (Jiang, Chunxiao.) | Guo, Song (Guo, Song.)

Indexed by:

EI Scopus SCIE

Abstract:

Given decoupling the control layer and the infrastructure layer, the software-defined wireless networks (SDWNs) is beneficial in terms of providing both low-latency and low-energy consumption services for mobile users, where multicontroller placement and resource management become a pair of bottlenecks. In this letter, we propose an energy-aware multicontroller placement scheme as well as a latency-aware resource management model for the SDWN. Moreover, the particle swarm optimization is invoked for solving the multi-controller placement problem, and a deep reinforcement learning algorithm-aided resource allocation strategy is conceived. Finally, experimental results show that our proposed schemes are conducive to reducing both the execution time and the energy consumption of each task.

Keyword:

resource management deep reinforcement learning particle swarm algorithm Multi-controller placement

Author Community:

  • [ 1 ] [Li, Feixiang]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Xu, Xiaobin]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Yao, Haipeng]Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
  • [ 4 ] [Wang, Jingjing]Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
  • [ 5 ] [Jiang, Chunxiao]Tsinghua Univ, Tsinghua Space Ctr, Beijing 100084, Peoples R China
  • [ 6 ] [Guo, Song]Hong Kong Polytech Univ, Dept Comp, Hong Kong, Peoples R China

Reprint Author's Address:

  • [Yao, Haipeng]Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China

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Related Keywords:

Source :

IEEE COMMUNICATIONS LETTERS

ISSN: 1089-7798

Year: 2019

Issue: 3

Volume: 23

Page: 506-509

4 . 1 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:147

JCR Journal Grade:2

Cited Count:

WoS CC Cited Count: 12

SCOPUS Cited Count: 18

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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